{"id":"https://openalex.org/W6888624190","doi":"https://doi.org/10.21227/0dvz-j489","title":"\"People and Management Related Debt in ML-Integrated Software Development Projects: Structuring Insights from Industry\"","display_name":"\"People and Management Related Debt in ML-Integrated Software Development Projects: Structuring Insights from Industry\"","publication_year":2025,"publication_date":"2025-05-03","ids":{"openalex":"https://openalex.org/W6888624190","doi":"https://doi.org/10.21227/0dvz-j489"},"language":"en","primary_location":{"id":"doi:10.21227/0dvz-j489","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0dvz-j489","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"type":"dataset","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.21227/0dvz-j489","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Pelin Dayan Akman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pelin Dayan Akman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"\u00d6zden \u00d6zcan Top","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"\u00d6zden \u00d6zcan Top","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Tu\u011fba  Ta\u015fkaya Temizel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tu\u011fba  Ta\u015fkaya Temizel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":null,"topics":[],"keywords":[{"id":"https://openalex.org/keywords/technical-debt","display_name":"Technical debt","score":0.8871999979019165},{"id":"https://openalex.org/keywords/artifact","display_name":"Artifact (error)","score":0.7379000186920166},{"id":"https://openalex.org/keywords/structuring","display_name":"Structuring","score":0.656499981880188},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5582000017166138},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5081999897956848},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.5040000081062317},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4878000020980835},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.44920000433921814}],"concepts":[{"id":"https://openalex.org/C159198006","wikidata":"https://www.wikidata.org/wiki/Q1532172","display_name":"Technical debt","level":4,"score":0.8871999979019165},{"id":"https://openalex.org/C2779010991","wikidata":"https://www.wikidata.org/wiki/Q2720909","display_name":"Artifact (error)","level":2,"score":0.7379000186920166},{"id":"https://openalex.org/C2775945657","wikidata":"https://www.wikidata.org/wiki/Q381442","display_name":"Structuring","level":2,"score":0.656499981880188},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5582000017166138},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5307999849319458},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5081999897956848},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5040000081062317},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4878000020980835},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4706000089645386},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.44920000433921814},{"id":"https://openalex.org/C2777655877","wikidata":"https://www.wikidata.org/wiki/Q3475740","display_name":"Design science research","level":3,"score":0.4478999972343445},{"id":"https://openalex.org/C120527767","wikidata":"https://www.wikidata.org/wiki/Q3196867","display_name":"Debt","level":2,"score":0.44339999556541443},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4336000084877014},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4081000089645386},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.40220001339912415},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.3215999901294708},{"id":"https://openalex.org/C127627568","wikidata":"https://www.wikidata.org/wiki/Q1639361","display_name":"Sociotechnical system","level":2,"score":0.2992999851703644},{"id":"https://openalex.org/C15952604","wikidata":"https://www.wikidata.org/wiki/Q179012","display_name":"Project management","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.28600001335144043},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2824999988079071},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.27799999713897705},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2655999958515167},{"id":"https://openalex.org/C2777205345","wikidata":"https://www.wikidata.org/wiki/Q1454317","display_name":"Project team","level":2,"score":0.26170000433921814},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.2524000108242035},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.25209999084472656},{"id":"https://openalex.org/C40919944","wikidata":"https://www.wikidata.org/wiki/Q947779","display_name":"Software project management","level":5,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21227/0dvz-j489","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0dvz-j489","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Dataset"}],"best_oa_location":{"id":"doi:10.21227/0dvz-j489","is_oa":true,"landing_page_url":"https://doi.org/10.21227/0dvz-j489","pdf_url":null,"source":{"id":"https://openalex.org/S7407051695","display_name":"IEEE DataPort","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Dataset"},"sustainable_development_goals":[{"score":0.5242021083831787,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"\"The":[0],"accelerated":[1],"development":[2],"of":[3,21,68,115,146,200],"Machine":[4],"Learning":[5],"(ML)":[6],"tools,":[7],"combined":[8],"with":[9,153,173,235],"broader":[10],"access":[11],"to":[12,63,74,93,219],"frameworks":[13],"and":[14,53,70,89,105,124,178,196,227,242],"infrastructures,":[15],"has":[16],"driven":[17],"the":[18,65,112,220,232],"rapid":[19],"adoption":[20],"ML-based":[22],"solutions":[23],"in":[24,85,102,117,141,186],"industry.":[25],"However,":[26],"their":[27],"integration":[28],"into":[29],"software":[30,119],"systems":[31],"introduces":[32],"unique":[33],"challenges,":[34],"particularly":[35],"for":[36,49,58],"managing":[37],"technical":[38,69,82],"debt":[39,96],"(TD).":[40],"While":[41,206],"existing":[42],"frameworks\\/standards":[43],"such":[44],"as":[45,94],"Cross-Industry":[46],"Standard":[47],"Process":[48],"Data":[50],"Mining":[51],"(CRISP-DM)":[52],"ISO\\/IEC":[54],"5338":[55],"provide":[56,213],"guidance":[57],"ML":[59,86,142,161,187],"development,":[60],"they":[61,216],"fail":[62],"address":[64],"complex":[66],"interplay":[67],"nontechnical":[71,95],"factors":[72],"contributing":[73],"TD.":[75],"Traditional":[76],"TD":[77,103],"research":[78],"focuses":[79],"primarily":[80],"on":[81,122],"issues,":[83],"but":[84],"systems,":[87,120],"people,":[88],"management":[90],"factors,":[91],"referred":[92],"(NTD),":[97],"play":[98],"a":[99],"critical":[100],"role":[101],"accumulation":[104,221],"persistence.":[106],"In":[107],"this":[108,147],"study,":[109],"we":[110,133,149,166],"investigate":[111],"underexplored":[113],"dimension":[114],"NTD":[116,139,169,185],"ML-integrated":[118],"focusing":[121],"people":[123],"management-related":[125],"factors.":[126],"Using":[127],"Design":[128],"Science":[129],"Research":[130],"(DSR)":[131],"methodology,":[132],"developed":[134],"an":[135],"artifact":[136,234],"that":[137,184],"categorizes":[138],"issues":[140],"systems.":[143],"As":[144],"part":[145],"process,":[148],"conducted":[150],"semi-structured":[151],"interviews":[152],"18":[154],"professionals":[155],"from":[156,191],"15":[157,168],"companies,":[158],"examining":[159],"22":[160],"projects.":[162],"Through":[163],"thematic":[164],"analysis,":[165],"identified":[167],"categories,":[170],"each":[171],"associated":[172],"underlying":[174],"causes,":[175],"short-term":[176,214],"fixes,":[177],"potential":[179],"solutions.":[180],"Our":[181],"findings":[182],"indicate":[183],"projects":[188],"often":[189],"arise":[190],"decision-making":[192],"practices,":[193],"team":[194],"dynamics,":[195],"communication":[197],"barriers,":[198],"all":[199],"which":[201],"substantially":[202],"affect":[203],"project":[204],"outcomes.":[205],"temporary":[207],"fixes":[208],"(i.e.,":[209],"band-aid":[210],"solutions)":[211],"may":[212],"relief,":[215],"frequently":[217],"contribute":[218],"over":[222],"time.":[223],"To":[224],"support":[225],"practitioners":[226],"researchers,":[228],"our":[229],"study":[230],"complements":[231],"proposed":[233],"actionable":[236],"recommendations":[237],"informed":[238],"by":[239],"expert":[240],"perspectives":[241],"literature.\"":[243]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-10-10T00:00:00"}